Ziying Huang

Ziying Huang

B.E. in EEE at Southern University of Science and Technology (SUSTech)

UltraEdit: Training-, Subject-, and Memory-Free Lifelong Editing in Language Models

Published in Transactions on Machine Learning Research (TMLR), 2026

This paper proposes UltraEdit, a lifelong editing framework that is training-free, subject-free, and memory-free.

Paper

Recommended citation: Gu, X.*, Huang, Z.*, Gu, J.-C., & Zhang, K. (2026). UltraEdit: Training-, Subject-, and Memory-Free Lifelong Editing in Language Models. Transactions on Machine Learning Research.
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